Pandas Profiling Report

Dataset statistics

Number of variables	19
Number of observations	980
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	145.6 KiB
Average record size in memory	152.1 B

Variable types

Text	3
Numeric	14
Categorical	2

Alerts

`Acousticness` is highly overall correlated with `Energy`	High correlation
`Danceability` is highly overall correlated with `Valence`	High correlation
`Energy` is highly overall correlated with `Acousticness` and 1 other fields	High correlation
`Loudness` is highly overall correlated with `Energy`	High correlation
`Valence` is highly overall correlated with `Danceability`	High correlation
`Time_Signature` is highly imbalanced (82.7%)	Imbalance
`Key` has 140 (14.3%) zeros	Zeros
`Instrumentalness` has 285 (29.1%) zeros	Zeros
`Popularity` has 15 (1.5%) zeros	Zeros

Reproduction

Analysis started	2024-09-10 00:45:44.098115
Analysis finished	2024-09-10 00:46:13.859691
Duration	29.76 seconds
Software version	ydata-profiling v0.0.dev0
Download configuration	config.json

Track
Text

Distinct	965
Distinct (%)	98.5%
Missing	0
Missing (%)	0.0%
Memory size	7.8 KiB

Length

Max length	66
Median length	47
Mean length	18.290816
Min length	2

Characters and Unicode

Total characters	17925
Distinct characters	79
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	950 ?
Unique (%)	96.9%

Sample

1st row	Abc
2nd row	Let It Be
3rd row	I Want You Back
4th row	Cecilia
5th row	Spirit In The Sky

Value	Count	Frequency (%)
the	161	4.5%
you	127	3.5%
love	115	3.2%
to	81	2.2%
me	75	2.1%
i	70	1.9%
in	63	1.7%
a	52	1.4%
my	48	1.3%
of	44	1.2%
Other values (1136)	2778	76.9%

Most occurring characters

Value	Count	Frequency (%)
	2634	14.7%
e	1697	9.5%
o	1274	7.1%
n	973	5.4%
a	838	4.7%
i	739	4.1%
t	694	3.9%
r	591	3.3%
h	520	2.9%
l	497	2.8%
Other values (69)	7468	41.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	17925	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	2634	14.7%
e	1697	9.5%
o	1274	7.1%
n	973	5.4%
a	838	4.7%
i	739	4.1%
t	694	3.9%
r	591	3.3%
h	520	2.9%
l	497	2.8%
Other values (69)	7468	41.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	17925	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	2634	14.7%
e	1697	9.5%
o	1274	7.1%
n	973	5.4%
a	838	4.7%
i	739	4.1%
t	694	3.9%
r	591	3.3%
h	520	2.9%
l	497	2.8%
Other values (69)	7468	41.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	17925	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	2634	14.7%
e	1697	9.5%
o	1274	7.1%
n	973	5.4%
a	838	4.7%
i	739	4.1%
t	694	3.9%
r	591	3.3%
h	520	2.9%
l	497	2.8%
Other values (69)	7468	41.7%

Artist
Text

Distinct	530
Distinct (%)	54.1%
Missing	0
Missing (%)	0.0%
Memory size	7.8 KiB

Length

Max length	51
Median length	36
Mean length	13.591837
Min length	1

Characters and Unicode

Total characters	13320
Distinct characters	67
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	349 ?
Unique (%)	35.6%

Sample

1st row	The Jackson 5
2nd row	The Beatles
3rd row	The Jackson 5
4th row	Simon & Garfunkel
5th row	Norman Greenbaum

Value	Count	Frequency (%)
the	169	7.3%
	97	4.2%
john	38	1.7%
band	33	1.4%
and	27	1.2%
paul	25	1.1%
elton	16	0.7%
barry	15	0.7%
simon	15	0.7%
jackson	14	0.6%
Other values (790)	1854	80.5%

Most occurring characters

Value	Count	Frequency (%)
	1323	9.9%
e	1304	9.8%
a	930	7.0%
n	917	6.9%
r	791	5.9%
o	777	5.8%
i	726	5.5%
t	580	4.4%
l	559	4.2%
s	513	3.9%
Other values (57)	4900	36.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	13320	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	1323	9.9%
e	1304	9.8%
a	930	7.0%
n	917	6.9%
r	791	5.9%
o	777	5.8%
i	726	5.5%
t	580	4.4%
l	559	4.2%
s	513	3.9%
Other values (57)	4900	36.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	13320	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	1323	9.9%
e	1304	9.8%
a	930	7.0%
n	917	6.9%
r	791	5.9%
o	777	5.8%
i	726	5.5%
t	580	4.4%
l	559	4.2%
s	513	3.9%
Other values (57)	4900	36.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	13320	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	1323	9.9%
e	1304	9.8%
a	930	7.0%
n	917	6.9%
r	791	5.9%
o	777	5.8%
i	726	5.5%
t	580	4.4%
l	559	4.2%
s	513	3.9%
Other values (57)	4900	36.8%

Duration
Real number (ℝ)

Distinct	250
Distinct (%)	25.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	228.78163

Minimum	76
Maximum	1561
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.8 KiB

Quantile statistics

Minimum	76
5-th percentile	150
Q1	184
median	215
Q3	252
95-th percentile	354
Maximum	1561
Range	1485
Interquartile range (IQR)	68

Descriptive statistics

Standard deviation	82.873109
Coefficient of variation (CV)	0.36223673
Kurtosis	77.43163
Mean	228.78163
Median Absolute Deviation (MAD)	33.5
Skewness	6.0130077
Sum	224206
Variance	6867.9523
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
207	17	1.7%
174	13	1.3%
212	13	1.3%
233	13	1.3%
215	12	1.2%
213	12	1.2%
208	12	1.2%
203	11	1.1%
227	11	1.1%
230	10	1.0%
Other values (240)	856	87.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
76	1	0.1%
77	1	0.1%
80	1	0.1%
87	2	0.2%
91	1	0.1%
96	1	0.1%
99	1	0.1%
115	1	0.1%
116	1	0.1%
118	1	0.1%

Value	Count	Frequency (%)
1561	1	0.1%
1008	1	0.1%
646	1	0.1%
645	1	0.1%
582	1	0.1%
539	1	0.1%
523	1	0.1%
516	1	0.1%
501	1	0.1%
491	1	0.1%

Time_Signature
Categorical

IMBALANCE

Distinct	4
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	7.8 KiB

4	924
3	51
1	3
5	2

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	980
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	4
2nd row	4
3rd row	4
4th row	4
5th row	4

Common Values

Value	Count	Frequency (%)
4	924	94.3%
3	51	5.2%
1	3	0.3%
5	2	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
4	924	94.3%
3	51	5.2%
1	3	0.3%
5	2	0.2%

Most occurring characters

Value	Count	Frequency (%)
4	924	94.3%
3	51	5.2%
1	3	0.3%
5	2	0.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	980	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
4	924	94.3%
3	51	5.2%
1	3	0.3%
5	2	0.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	980	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
4	924	94.3%
3	51	5.2%
1	3	0.3%
5	2	0.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	980	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
4	924	94.3%
3	51	5.2%
1	3	0.3%
5	2	0.2%

Danceability
Real number (ℝ)

HIGH CORRELATION

Distinct	494
Distinct (%)	50.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.58769306

Minimum	0.0942
Maximum	0.985
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.8 KiB

Quantile statistics

Minimum	0.0942
5-th percentile	0.30195
Q1	0.486
median	0.6
Q3	0.698
95-th percentile	0.82405
Maximum	0.985
Range	0.8908
Interquartile range (IQR)	0.212

Descriptive statistics

Standard deviation	0.15785557
Coefficient of variation (CV)	0.26860207
Kurtosis	-0.29201425
Mean	0.58769306
Median Absolute Deviation (MAD)	0.103
Skewness	-0.33757863
Sum	575.9392
Variance	0.024918381
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.637	9	0.9%
0.68	7	0.7%
0.665	7	0.7%
0.649	6	0.6%
0.639	6	0.6%
0.671	6	0.6%
0.541	6	0.6%
0.565	6	0.6%
0.669	6	0.6%
0.722	5	0.5%
Other values (484)	916	93.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0942	1	0.1%
0.149	2	0.2%
0.16	1	0.1%
0.164	1	0.1%
0.185	1	0.1%
0.195	1	0.1%
0.203	1	0.1%
0.205	1	0.1%
0.207	1	0.1%
0.212	1	0.1%

Value	Count	Frequency (%)
0.985	1	0.1%
0.965	1	0.1%
0.946	1	0.1%
0.925	1	0.1%
0.919	1	0.1%
0.912	3	0.3%
0.911	2	0.2%
0.908	1	0.1%
0.9	1	0.1%
0.889	1	0.1%

Energy
Real number (ℝ)

HIGH CORRELATION

Distinct	543
Distinct (%)	55.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.58087655

Minimum	0.00532
Maximum	0.995
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.8 KiB

Quantile statistics

Minimum	0.00532
5-th percentile	0.2489
Q1	0.428
median	0.583
Q3	0.73125
95-th percentile	0.90805
Maximum	0.995
Range	0.98968
Interquartile range (IQR)	0.30325

Descriptive statistics

Standard deviation	0.20237928
Coefficient of variation (CV)	0.34840325
Kurtosis	-0.58197862
Mean	0.58087655
Median Absolute Deviation (MAD)	0.1515
Skewness	-0.1399714
Sum	569.25902
Variance	0.040957373
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.673	7	0.7%
0.528	7	0.7%
0.641	6	0.6%
0.644	6	0.6%
0.532	5	0.5%
0.409	5	0.5%
0.56	5	0.5%
0.634	5	0.5%
0.511	4	0.4%
0.573	4	0.4%
Other values (533)	926	94.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.00532	1	0.1%
0.0088	1	0.1%
0.0264	1	0.1%
0.0265	1	0.1%
0.0751	1	0.1%
0.0803	1	0.1%
0.0809	1	0.1%
0.0897	1	0.1%
0.112	1	0.1%
0.116	1	0.1%

Value	Count	Frequency (%)
0.995	2	0.2%
0.989	1	0.1%
0.987	1	0.1%
0.98	1	0.1%
0.979	1	0.1%
0.974	1	0.1%
0.969	1	0.1%
0.968	2	0.2%
0.961	1	0.1%
0.957	1	0.1%

Key
Real number (ℝ)

ZEROS

Distinct	12
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.1918367

Minimum	0
Maximum	11
Zeros	140
Zeros (%)	14.3%
Negative	0
Negative (%)	0.0%
Memory size	7.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	5
Q3	8.25
95-th percentile	11
Maximum	11
Range	11
Interquartile range (IQR)	6.25

Descriptive statistics

Standard deviation	3.5778136
Coefficient of variation (CV)	0.68912291
Kurtosis	-1.2974935
Mean	5.1918367
Median Absolute Deviation (MAD)	3
Skewness	-0.012988478
Sum	5088
Variance	12.80075
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
0	140	14.3%
7	121	12.3%
9	116	11.8%
2	101	10.3%
5	95	9.7%
4	81	8.3%
1	74	7.6%
11	65	6.6%
10	64	6.5%
8	52	5.3%
Other values (2)	71	7.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	140	14.3%
1	74	7.6%
2	101	10.3%
3	25	2.6%
4	81	8.3%
5	95	9.7%
6	46	4.7%
7	121	12.3%
8	52	5.3%
9	116	11.8%

Value	Count	Frequency (%)
11	65	6.6%
10	64	6.5%
9	116	11.8%
8	52	5.3%
7	121	12.3%
6	46	4.7%
5	95	9.7%
4	81	8.3%
3	25	2.6%
2	101	10.3%

Loudness
Real number (ℝ)

HIGH CORRELATION

Distinct	916
Distinct (%)	93.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-9.8638735

Minimum	-31.646
Maximum	-2.34
Zeros	0
Zeros (%)	0.0%
Negative	980
Negative (%)	100.0%
Memory size	7.8 KiB

Quantile statistics

Minimum	-31.646
5-th percentile	-15.7293
Q1	-12.3585
median	-9.5585
Q3	-7.0955
95-th percentile	-4.68055
Maximum	-2.34
Range	29.306
Interquartile range (IQR)	5.263

Descriptive statistics

Standard deviation	3.7184168
Coefficient of variation (CV)	-0.37697328
Kurtosis	2.6726028
Mean	-9.8638735
Median Absolute Deviation (MAD)	2.601
Skewness	-0.94434879
Sum	-9666.596
Variance	13.826623
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-12.472	3	0.3%
-4.653	2	0.2%
-12.264	2	0.2%
-7.246	2	0.2%
-12.923	2	0.2%
-10.36	2	0.2%
-8.503	2	0.2%
-10.742	2	0.2%
-9.15	2	0.2%
-8.442	2	0.2%
Other values (906)	959	97.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-31.646	1	0.1%
-30	1	0.1%
-27.103	1	0.1%
-27.09	1	0.1%
-26.128	1	0.1%
-23.56	1	0.1%
-21.657	1	0.1%
-21.644	1	0.1%
-20.518	1	0.1%
-20.439	1	0.1%

Value	Count	Frequency (%)
-2.34	1	0.1%
-2.515	1	0.1%
-2.588	1	0.1%
-2.621	1	0.1%
-2.785	1	0.1%
-3.081	1	0.1%
-3.144	1	0.1%
-3.222	1	0.1%
-3.226	1	0.1%
-3.471	1	0.1%

Mode
Categorical

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	7.8 KiB

1	745
0	235

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	980
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	745	76.0%
0	235	24.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	745	76.0%
0	235	24.0%

Most occurring characters

Value	Count	Frequency (%)
1	745	76.0%
0	235	24.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	980	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	745	76.0%
0	235	24.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	980	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	745	76.0%
0	235	24.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	980	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	745	76.0%
0	235	24.0%

Speechiness
Real number (ℝ)

Distinct	455
Distinct (%)	46.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.059923265

Minimum	0.0232
Maximum	0.737
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.8 KiB

Quantile statistics

Minimum	0.0232
5-th percentile	0.026795
Q1	0.0313
median	0.0383
Q3	0.056725
95-th percentile	0.18005
Maximum	0.737
Range	0.7138
Interquartile range (IQR)	0.025425

Descriptive statistics

Standard deviation	0.065534544
Coefficient of variation (CV)	1.0936411
Kurtosis	25.565233
Mean	0.059923265
Median Absolute Deviation (MAD)	0.0094
Skewness	4.4037247
Sum	58.7248
Variance	0.0042947765
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0336	9	0.9%
0.0346	9	0.9%
0.0341	8	0.8%
0.0283	8	0.8%
0.0287	8	0.8%
0.0302	8	0.8%
0.0325	8	0.8%
0.0282	7	0.7%
0.0369	7	0.7%
0.0335	7	0.7%
Other values (445)	901	91.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0232	1	0.1%
0.0239	1	0.1%
0.024	2	0.2%
0.0241	1	0.1%
0.0243	2	0.2%
0.0245	1	0.1%
0.0246	2	0.2%
0.0247	1	0.1%
0.0248	4	0.4%
0.0249	3	0.3%

Value	Count	Frequency (%)
0.737	1	0.1%
0.576	1	0.1%
0.467	1	0.1%
0.457	1	0.1%
0.452	1	0.1%
0.448	1	0.1%
0.405	2	0.2%
0.368	1	0.1%
0.364	1	0.1%
0.361	1	0.1%

Acousticness
Real number (ℝ)

HIGH CORRELATION

Distinct	718
Distinct (%)	73.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.33295901

Minimum	2.23 × 10^-5
Maximum	0.996
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.8 KiB

Quantile statistics

Minimum	2.23 × 10^-5
5-th percentile	0.005728
Q1	0.07655
median	0.2705
Q3	0.54425
95-th percentile	0.8572
Maximum	0.996
Range	0.9959777
Interquartile range (IQR)	0.4677

Descriptive statistics

Standard deviation	0.28007633
Coefficient of variation (CV)	0.8411736
Kurtosis	-0.84456665
Mean	0.33295901
Median Absolute Deviation (MAD)	0.2149
Skewness	0.5928114
Sum	326.29983
Variance	0.078442752
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.357	8	0.8%
0.305	5	0.5%
0.484	5	0.5%
0.309	5	0.5%
0.181	5	0.5%
0.499	4	0.4%
0.881	4	0.4%
0.134	4	0.4%
0.81	4	0.4%
0.22	4	0.4%
Other values (708)	932	95.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2.23 × 10^-5	1	0.1%
0.000109	1	0.1%
0.000133	1	0.1%
0.000215	1	0.1%
0.000261	1	0.1%
0.000274	1	0.1%
0.00028	1	0.1%
0.000288	1	0.1%
0.000385	1	0.1%
0.000598	1	0.1%

Value	Count	Frequency (%)
0.996	1	0.1%
0.994	1	0.1%
0.992	1	0.1%
0.983	1	0.1%
0.973	1	0.1%
0.971	1	0.1%
0.965	1	0.1%
0.959	1	0.1%
0.953	1	0.1%
0.95	1	0.1%

Instrumentalness
Real number (ℝ)

ZEROS

Distinct	614
Distinct (%)	62.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.048239716

Minimum	0
Maximum	0.97
Zeros	285
Zeros (%)	29.1%
Negative	0
Negative (%)	0.0%
Memory size	7.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	5.025 × 10^-5
Q3	0.0028225
95-th percentile	0.3584
Maximum	0.97
Range	0.97
Interquartile range (IQR)	0.0028225

Descriptive statistics

Standard deviation	0.16571232
Coefficient of variation (CV)	3.4351844
Kurtosis	16.970978
Mean	0.048239716
Median Absolute Deviation (MAD)	5.025 × 10^-5
Skewness	4.1566986
Sum	47.274922
Variance	0.027460573
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	285	29.1%
1.81 × 10^-6	4	0.4%
0.000122	4	0.4%
0.00141	3	0.3%
0.00031	3	0.3%
0.000171	3	0.3%
0.00014	3	0.3%
0.0133	2	0.2%
0.00993	2	0.2%
2.15 × 10^-6	2	0.2%
Other values (604)	669	68.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	285	29.1%
1 × 10^-6	1	0.1%
1.08 × 10^-6	1	0.1%
1.09 × 10^-6	1	0.1%
1.1 × 10^-6	2	0.2%
1.2 × 10^-6	1	0.1%
1.22 × 10^-6	1	0.1%
1.23 × 10^-6	1	0.1%
1.28 × 10^-6	1	0.1%
1.31 × 10^-6	2	0.2%

Value	Count	Frequency (%)
0.97	1	0.1%
0.968	1	0.1%
0.963	1	0.1%
0.959	2	0.2%
0.944	1	0.1%
0.94	2	0.2%
0.92	1	0.1%
0.916	2	0.2%
0.912	1	0.1%
0.909	1	0.1%

Liveness
Real number (ℝ)

Distinct	531
Distinct (%)	54.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.17626949

Minimum	0.015
Maximum	0.985
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.8 KiB

Quantile statistics

Minimum	0.015
5-th percentile	0.04789
Q1	0.0863
median	0.119
Q3	0.19825
95-th percentile	0.5444
Maximum	0.985
Range	0.97
Interquartile range (IQR)	0.11195

Descriptive statistics

Standard deviation	0.15586243
Coefficient of variation (CV)	0.88422806
Kurtosis	6.2459433
Mean	0.17626949
Median Absolute Deviation (MAD)	0.04365
Skewness	2.3647633
Sum	172.7441
Variance	0.024293097
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.105	12	1.2%
0.108	11	1.1%
0.113	10	1.0%
0.103	10	1.0%
0.12	9	0.9%
0.114	9	0.9%
0.122	9	0.9%
0.115	9	0.9%
0.109	8	0.8%
0.132	8	0.8%
Other values (521)	885	90.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.015	1	0.1%
0.0166	1	0.1%
0.0188	1	0.1%
0.0199	1	0.1%
0.0295	2	0.2%
0.0309	1	0.1%
0.0318	1	0.1%
0.032	1	0.1%
0.0339	1	0.1%
0.034	1	0.1%

Value	Count	Frequency (%)
0.985	1	0.1%
0.974	1	0.1%
0.962	1	0.1%
0.957	1	0.1%
0.935	1	0.1%
0.9	1	0.1%
0.892	1	0.1%
0.805	1	0.1%
0.792	1	0.1%
0.78	1	0.1%

Valence
Real number (ℝ)

HIGH CORRELATION

Distinct	570
Distinct (%)	58.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.62114919

Minimum	1 × 10^-5
Maximum	0.989
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.8 KiB

Quantile statistics

Minimum	1 × 10^-5
5-th percentile	0.17785
Q1	0.42175
median	0.6505
Q3	0.845
95-th percentile	0.962
Maximum	0.989
Range	0.98899
Interquartile range (IQR)	0.42325

Descriptive statistics

Standard deviation	0.251799
Coefficient of variation (CV)	0.40537604
Kurtosis	-0.94658567
Mean	0.62114919
Median Absolute Deviation (MAD)	0.2065
Skewness	-0.38978714
Sum	608.72621
Variance	0.063402737
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.962	9	0.9%
0.963	8	0.8%
0.971	6	0.6%
0.969	6	0.6%
0.967	5	0.5%
0.926	5	0.5%
0.826	5	0.5%
0.718	5	0.5%
0.961	5	0.5%
0.345	5	0.5%
Other values (560)	921	94.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1 × 10^-5	1	0.1%
0.0346	1	0.1%
0.0348	1	0.1%
0.0385	1	0.1%
0.0393	1	0.1%
0.0397	1	0.1%
0.0558	1	0.1%
0.0579	1	0.1%
0.0589	1	0.1%
0.0685	2	0.2%

Value	Count	Frequency (%)
0.989	1	0.1%
0.985	1	0.1%
0.981	1	0.1%
0.979	1	0.1%
0.978	1	0.1%
0.973	1	0.1%
0.972	1	0.1%
0.971	6	0.6%
0.97	2	0.2%
0.969	6	0.6%

Tempo
Real number (ℝ)

Distinct	955
Distinct (%)	97.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	118.87277

Minimum	53.986
Maximum	211.27
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.8 KiB

Quantile statistics

Minimum	53.986
5-th percentile	79.2346
Q1	99.91975
median	117.4365
Q3	134.00775
95-th percentile	170.91155
Maximum	211.27
Range	157.284
Interquartile range (IQR)	34.088

Descriptive statistics

Standard deviation	27.023443
Coefficient of variation (CV)	0.22733081
Kurtosis	0.38321675
Mean	118.87277
Median Absolute Deviation (MAD)	17.2085
Skewness	0.58151282
Sum	116495.31
Variance	730.26647
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
102.977	3	0.3%
130.166	2	0.2%
120.157	2	0.2%
85.126	2	0.2%
79.764	2	0.2%
95.048	2	0.2%
114.543	2	0.2%
103.01	2	0.2%
166.139	2	0.2%
107.383	2	0.2%
Other values (945)	959	97.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
53.986	1	0.1%
61.53	1	0.1%
62.204	1	0.1%
63.059	1	0.1%
65.09	1	0.1%
65.832	1	0.1%
65.861	1	0.1%
67.006	1	0.1%
68.482	1	0.1%
68.69	1	0.1%

Value	Count	Frequency (%)
211.27	1	0.1%
207.266	1	0.1%
205.845	1	0.1%
205.747	1	0.1%
203.812	1	0.1%
202.297	1	0.1%
202.14	1	0.1%
201.467	1	0.1%
200.813	1	0.1%
200.423	1	0.1%

Popularity
Real number (ℝ)

ZEROS

Distinct	87
Distinct (%)	8.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	53.289796

Minimum	0
Maximum	90
Zeros	15
Zeros (%)	1.5%
Negative	0
Negative (%)	0.0%
Memory size	7.8 KiB

Quantile statistics

Minimum	0
5-th percentile	15.95
Q1	43
median	56
Q3	66
95-th percentile	78
Maximum	90
Range	90
Interquartile range (IQR)	23

Descriptive statistics

Standard deviation	18.262967
Coefficient of variation (CV)	0.34271039
Kurtosis	0.55759918
Mean	53.289796
Median Absolute Deviation (MAD)	11
Skewness	-0.81715848
Sum	52224
Variance	333.53595
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
63	31	3.2%
64	31	3.2%
55	30	3.1%
49	26	2.7%
74	26	2.7%
51	25	2.6%
71	25	2.6%
47	25	2.6%
67	25	2.6%
59	24	2.4%
Other values (77)	712	72.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	15	1.5%
1	2	0.2%
2	2	0.2%
3	1	0.1%
4	3	0.3%
5	2	0.2%
6	2	0.2%
7	5	0.5%
8	1	0.1%
9	2	0.2%

Value	Count	Frequency (%)
90	2	0.2%
89	1	0.1%
86	3	0.3%
85	3	0.3%
84	5	0.5%
83	6	0.6%
82	4	0.4%
81	9	0.9%
80	10	1.0%
79	4	0.4%

Year
Real number (ℝ)

Distinct	10
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1974.5633

Minimum	1970
Maximum	1979
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.8 KiB

Quantile statistics

Minimum	1970
5-th percentile	1970
Q1	1972
median	1975
Q3	1977
95-th percentile	1979
Maximum	1979
Range	9
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	2.8505644
Coefficient of variation (CV)	0.001443643
Kurtosis	-1.2104577
Mean	1974.5633
Median Absolute Deviation (MAD)	2
Skewness	-0.020838957
Sum	1935072
Variance	8.1257176
Monotonicity	Increasing

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1978	100	10.2%
1973	100	10.2%
1977	100	10.2%
1976	100	10.2%
1974	99	10.1%
1975	99	10.1%
1979	99	10.1%
1972	97	9.9%
1971	96	9.8%
1970	90	9.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1970	90	9.2%
1971	96	9.8%
1972	97	9.9%
1973	100	10.2%
1974	99	10.1%
1975	99	10.1%
1976	100	10.2%
1977	100	10.2%
1978	100	10.2%
1979	99	10.1%

Value	Count	Frequency (%)
1979	99	10.1%
1978	100	10.2%
1977	100	10.2%
1976	100	10.2%
1975	99	10.1%
1974	99	10.1%
1973	100	10.2%
1972	97	9.9%
1971	96	9.8%
1970	90	9.2%

Track length
Real number (ℝ)

Distinct	56
Distinct (%)	5.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	18.290816

Minimum	2
Maximum	66
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.8 KiB

Quantile statistics

Minimum	2
5-th percentile	7
Q1	12
median	16
Q3	23
95-th percentile	37
Maximum	66
Range	64
Interquartile range (IQR)	11

Descriptive statistics

Standard deviation	9.4507009
Coefficient of variation (CV)	0.51669104
Kurtosis	2.3642628
Mean	18.290816
Median Absolute Deviation (MAD)	5.5
Skewness	1.2386707
Sum	17925
Variance	89.315748
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10	58	5.9%
13	58	5.9%
12	55	5.6%
15	54	5.5%
19	43	4.4%
11	43	4.4%
18	42	4.3%
16	42	4.3%
14	41	4.2%
17	38	3.9%
Other values (46)	506	51.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	1	0.1%
3	7	0.7%
4	15	1.5%
5	10	1.0%
6	11	1.1%
7	30	3.1%
8	34	3.5%
9	32	3.3%
10	58	5.9%
11	43	4.4%

Value	Count	Frequency (%)
66	1	0.1%
62	1	0.1%
60	1	0.1%
56	3	0.3%
55	1	0.1%
54	1	0.1%
52	1	0.1%
50	1	0.1%
49	1	0.1%
48	1	0.1%

Track Transformed
Text

Distinct	963
Distinct (%)	98.3%
Missing	0
Missing (%)	0.0%
Memory size	7.8 KiB

Length

Max length	58
Median length	41
Mean length	15.508163
Min length	0

Characters and Unicode

Total characters	15198
Distinct characters	78
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	947 ?
Unique (%)	96.6%

Sample

1st row	Abc
2nd row	Let
3rd row	Want You Back
4th row	Cecilia
5th row	Spirit Sky

Value	Count	Frequency (%)
you	128	4.9%
love	115	4.4%
	43	1.6%
get	26	1.0%
up	18	0.7%
like	18	0.7%
woman	18	0.7%
way	18	0.7%
just	18	0.7%
night	17	0.6%
Other values (1093)	2200	84.0%

Most occurring characters

Value	Count	Frequency (%)
	2634	17.3%
e	1380	9.1%
o	1078	7.1%
a	801	5.3%
n	770	5.1%
i	699	4.6%
t	558	3.7%
r	532	3.5%
l	465	3.1%
s	369	2.4%
Other values (68)	5912	38.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	15198	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	2634	17.3%
e	1380	9.1%
o	1078	7.1%
a	801	5.3%
n	770	5.1%
i	699	4.6%
t	558	3.7%
r	532	3.5%
l	465	3.1%
s	369	2.4%
Other values (68)	5912	38.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	15198	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	2634	17.3%
e	1380	9.1%
o	1078	7.1%
a	801	5.3%
n	770	5.1%
i	699	4.6%
t	558	3.7%
r	532	3.5%
l	465	3.1%
s	369	2.4%
Other values (68)	5912	38.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	15198	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	2634	17.3%
e	1380	9.1%
o	1078	7.1%
a	801	5.3%
n	770	5.1%
i	699	4.6%
t	558	3.7%
r	532	3.5%
l	465	3.1%
s	369	2.4%
Other values (68)	5912	38.9%

Auto

Heatmap
Table

	Acousticness	Danceability	Duration	Energy	Instrumentalness	Key	Liveness	Loudness	Mode	Popularity	Speechiness	Tempo	Time_Signature	Track length	Valence	Year
Acousticness	1.000	-0.249	-0.167	-0.564	-0.033	0.036	0.053	-0.372	0.138	-0.111	-0.189	-0.105	0.183	0.135	-0.208	-0.113
Danceability	-0.249	1.000	-0.023	0.211	-0.021	0.010	-0.226	0.076	0.085	0.101	0.228	-0.106	0.144	-0.121	0.534	0.123
Duration	-0.167	-0.023	1.000	0.025	0.184	0.057	-0.042	-0.049	0.096	0.115	-0.039	-0.029	0.000	-0.014	-0.070	0.155
Energy	-0.564	0.211	0.025	1.000	-0.000	-0.051	0.058	0.657	0.050	0.077	0.332	0.142	0.169	-0.089	0.394	0.011
Instrumentalness	-0.033	-0.021	0.184	-0.000	1.000	0.026	-0.074	-0.177	0.109	0.000	-0.075	-0.053	0.108	-0.009	-0.012	-0.016
Key	0.036	0.010	0.057	-0.051	0.026	1.000	0.067	-0.080	0.208	-0.034	-0.004	-0.016	0.000	0.039	-0.017	-0.040
Liveness	0.053	-0.226	-0.042	0.058	-0.074	0.067	1.000	0.075	0.026	-0.029	0.031	-0.018	0.000	0.030	-0.142	-0.009
Loudness	-0.372	0.076	-0.049	0.657	-0.177	-0.080	0.075	1.000	0.012	0.153	0.155	0.062	0.413	-0.138	0.034	0.036
Mode	0.138	0.085	0.096	0.050	0.109	0.208	0.026	0.012	1.000	0.092	0.043	0.000	0.052	0.013	0.000	0.062
Popularity	-0.111	0.101	0.115	0.077	0.000	-0.034	-0.029	0.153	0.092	1.000	0.024	0.018	0.048	-0.414	-0.022	0.137
Speechiness	-0.189	0.228	-0.039	0.332	-0.075	-0.004	0.031	0.155	0.043	0.024	1.000	0.124	0.000	-0.145	0.091	-0.050
Tempo	-0.105	-0.106	-0.029	0.142	-0.053	-0.016	-0.018	0.062	0.000	0.018	0.124	1.000	0.126	-0.052	0.068	0.034
Time_Signature	0.183	0.144	0.000	0.169	0.108	0.000	0.000	0.413	0.052	0.048	0.000	0.126	1.000	0.000	0.167	0.032
Track length	0.135	-0.121	-0.014	-0.089	-0.009	0.039	0.030	-0.138	0.013	-0.414	-0.145	-0.052	0.000	1.000	0.034	-0.068
Valence	-0.208	0.534	-0.070	0.394	-0.012	-0.017	-0.142	0.034	0.000	-0.022	0.091	0.068	0.167	0.034	1.000	-0.034
Year	-0.113	0.123	0.155	0.011	-0.016	-0.040	-0.009	0.036	0.062	0.137	-0.050	0.034	0.032	-0.068	-0.034	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	Track	Artist	Duration	Time_Signature	Danceability	Energy	Key	Loudness	Mode	Speechiness	Acousticness	Instrumentalness	Liveness	Valence	Tempo	Popularity	Year	Track length	Track Transformed
0	Abc	The Jackson 5	162	4	0.682	0.926	3	-2.515	0	0.0607	0.040400	0.000000	0.1900	0.860	105.969	81	1970	3	Abc
1	Let It Be	The Beatles	243	4	0.443	0.403	0	-8.339	1	0.0322	0.631000	0.000000	0.1110	0.410	143.462	78	1970	9	Let
2	I Want You Back	The Jackson 5	176	4	0.469	0.538	8	-13.559	1	0.0575	0.305000	0.000114	0.3700	0.885	196.606	78	1970	15	Want You Back
3	Cecilia	Simon & Garfunkel	174	4	0.755	0.876	0	-8.867	1	0.0362	0.357000	0.000005	0.2200	0.954	102.762	76	1970	7	Cecilia
4	Spirit In The Sky	Norman Greenbaum	242	4	0.609	0.617	9	-7.091	1	0.0307	0.099400	0.004040	0.1180	0.543	128.903	75	1970	17	Spirit Sky
5	Love Grows (WHERE My Rosemary Goes)	Edison Lighthouse	174	4	0.568	0.824	9	-4.613	1	0.0299	0.403000	0.000000	0.0855	0.753	108.625	73	1970	35	Love Grows (WHERE Rosemary Goes)
6	The Letter	Joe Cocker	91	4	0.721	0.496	8	-6.296	1	0.0645	0.140000	0.000101	0.1020	0.180	81.499	72	1970	10	Letter
7	The House Of The Rising Sun	Frijid Pink	271	3	0.295	0.584	9	-6.696	0	0.0345	0.000385	0.218000	0.0996	0.228	117.200	71	1970	27	House Rising Sun
8	Fire And Rain	James Taylor	203	4	0.597	0.271	5	-17.293	1	0.0394	0.766000	0.011900	0.0933	0.338	76.271	71	1970	13	Fire Rain
9	In The Summertime	Mungo Jerry	211	4	0.754	0.449	4	-14.013	1	0.0615	0.724000	0.000000	0.1620	0.973	82.751	71	1970	17	Summertime

	Track	Artist	Duration	Time_Signature	Danceability	Energy	Key	Loudness	Mode	Speechiness	Acousticness	Instrumentalness	Liveness	Valence	Tempo	Popularity	Year	Track length	Track Transformed
970	In The Navy	Village People	225	4	0.759	0.889	7	-10.592	0	0.0502	0.12500	0.000000	0.0410	0.886	126.201	38	1979	11	Navy
971	Mama Can’t Buy You Love	Elton John	244	4	0.529	0.432	5	-14.245	1	0.0333	0.52400	0.000000	0.1150	0.555	94.382	36	1979	23	Mama Can’t Buy You Love
972	Goodnight Tonight	Paul McCartney & Wings	260	4	0.748	0.683	1	-9.885	0	0.0466	0.05660	0.000639	0.0809	0.943	123.385	35	1979	17	Goodnight Tonight
973	We’ve Got Tonight	Bob Seger & The Silver Bullet Band	215	4	0.379	0.387	8	-9.283	1	0.0278	0.75700	0.000000	0.1030	0.222	61.530	26	1979	17	Got Tonight
974	The Main Event/Fight	Barbra Streisand	293	4	0.647	0.875	7	-8.503	1	0.0431	0.05020	0.000000	0.1720	0.684	137.392	25	1979	20	Main Event/Fight
975	He’s The Greatest Dancer	Sister Sledge	375	4	0.700	0.815	7	-9.711	0	0.0440	0.00115	0.001240	0.0901	0.837	113.245	14	1979	24	Greatest Dancer
976	Don’t Cry Out Loud	Melissa Manchester	135	4	0.298	0.252	0	-8.950	1	0.0339	0.90100	0.000009	0.1270	0.193	90.955	9	1979	18	Cry Out Loud
977	When You’re In Love With A Beautiful Woman	Dr. Hook	174	4	0.665	0.663	8	-11.367	1	0.0386	0.48500	0.006820	0.1570	0.792	110.656	7	1979	42	Love Beautiful Woman
978	I’ll Never Love This Way Again	Dionne Warwick	178	4	0.452	0.434	8	-8.870	1	0.0399	0.79200	0.013900	0.1650	0.247	137.702	5	1979	30	Never Love Way Again
979	Dim All The Nights	Donna Summer	248	4	0.758	0.540	7	-10.911	1	0.0385	0.05510	0.000000	0.0343	0.661	121.581	0	1979	18	Dim All Nights

Overview

Variables

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Common Values

Length

Common Values (Plot)

Most occurring characters

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Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

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Most occurring blocks

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Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample